Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "30"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 30 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 66 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 64 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 30, Node N01:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.362246 -2.008446 3.360087 -0.849047 0.115214 -0.665057 20.278175 1.307743 0.6910 0.6930 0.3696 nan nan
2459881 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.554065 -0.623715 3.784863 -0.992209 -0.408884 -0.696592 16.492000 1.233768 0.7249 0.7316 0.3265 nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.735950 -1.147714 3.042534 -0.926853 1.204395 -0.547540 11.359151 0.366649 0.6859 0.6887 0.3871 nan nan
2459879 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.409140 -0.787983 -0.869201 0.271200 -0.151225 0.192768 5.273880 0.228865 0.6754 0.6872 0.3969 nan nan
2459878 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.013794 -0.981877 3.722678 -0.978551 0.208194 0.086693 19.576773 0.353900 0.6777 0.6933 0.3914 nan nan
2459876 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.035101 -0.936188 5.777773 -0.337981 1.558652 1.352245 28.005025 1.775092 0.7009 0.6897 0.3801 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.765213 -1.235999 -0.055159 -0.930336 0.664830 -0.550949 14.477611 -0.124776 0.7089 0.7105 0.3849 nan nan
2459874 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.742884 -1.252705 -0.287057 -0.897628 4.509754 -0.585243 26.819840 0.603120 0.6977 0.6870 0.3756 nan nan
2459873 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.775701 -1.381342 -0.730442 -0.758362 0.057395 -0.698710 12.464391 0.386240 0.7036 0.6841 0.3696 nan nan
2459872 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.784523 -1.417095 -0.342252 -0.936020 2.221220 -0.697535 23.287042 0.732172 0.6947 0.6891 0.3791 nan nan
2459871 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.132723 -1.202690 0.987720 -0.858481 2.257653 -1.256008 11.933848 -0.023279 0.7025 0.6875 0.3746 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.567230 -1.114690 1.340106 -0.860594 0.088729 0.131632 30.249161 0.732076 0.7059 0.6904 0.3776 nan nan
2459869 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.521325 -1.370417 5.005668 -0.957314 -0.257075 -0.823459 3.257247 -0.733759 0.7220 0.7121 0.3721 nan nan
2459868 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.053476 -1.131520 1.108063 -1.274548 26.474534 -1.200500 23.227067 1.468838 0.6969 0.6865 0.3889 nan nan
2459867 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.904421 -1.078022 0.679145 -1.182588 0.238550 -0.876967 10.998923 0.735630 0.7062 0.6886 0.3858 nan nan
2459866 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.348249 -1.013629 0.907619 -0.837050 1.020974 -0.959317 16.642497 0.863428 0.7064 0.6930 0.3805 nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.004908 -0.574047 0.274650 -1.092353 -0.215993 -0.789811 9.748402 0.381663 0.7318 0.7189 0.3469 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.103454 -1.617171 1.880738 0.870598 -0.130672 -0.281899 25.067023 2.108951 0.7002 0.6819 0.3996 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.214924 -1.325397 0.760065 0.690009 -0.635726 -0.148139 10.707526 0.699938 0.6938 0.6720 0.3924 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.536321 -1.497361 1.380565 0.883851 -0.189457 -0.069729 4.295324 0.073318 0.6803 0.7025 0.4042 nan nan
2459861 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.440334 -1.137825 0.780401 0.874187 -0.026758 0.411667 14.301028 0.944300 0.7050 0.6876 0.3964 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.034206 -1.233487 0.921410 0.456368 -0.696904 -0.862580 9.026249 -0.475083 0.7162 0.6849 0.3968 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.909323 -1.054666 0.655436 0.856677 -0.177283 0.318604 8.872938 -0.002508 0.7185 0.6870 0.3969 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.686766 -1.051241 0.764606 0.825849 -0.485394 1.037251 15.955391 0.306754 0.7285 0.6946 0.4064 2.622814 2.493992
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.137781 -0.825694 0.017448 -0.137521 0.419390 0.509951 10.007759 1.935413 0.0253 0.0250 0.0004 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 0.00% -1.430670 -1.722743 0.615474 0.460274 -0.544766 0.420839 3.011847 -0.453489 0.7259 0.7078 0.3951 1.648414 1.470342
2459855 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.534623 75.091620 inf inf 4363.457479 4363.366637 4164.625561 4163.721597 0.0069 0.0099 0.0004 0.000000 0.000000
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.205114 -1.842815 0.117423 -0.145891 -0.366893 0.326326 6.428296 0.395992 0.7222 0.7483 0.4293 2.527649 2.357077
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.284029 -1.323361 0.174829 -0.050614 -0.236176 -0.729193 13.701699 0.078479 0.7440 0.6985 0.4144 2.789460 2.598811
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 0.54% -0.354273 -0.865691 0.508355 -0.338423 -0.416452 -1.196075 0.329028 -0.529674 0.8352 0.8418 0.2337 2.623216 2.568499
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.297935 -0.879476 -0.129911 -0.138644 0.217384 -0.678426 7.818962 -0.033164 0.7620 0.7539 0.3299 3.236996 3.194164
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.048214 -1.380375 -0.093056 -0.091468 -0.114980 -0.335554 21.172282 0.247266 0.7449 0.7568 0.3463 2.686679 2.513970
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.230180 -1.525932 -0.221486 0.065710 -0.371565 0.232060 8.204039 0.089091 0.7471 0.7503 0.3554 3.395252 2.963083
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.539499 -1.219033 1.162600 -1.173416 -0.602165 -1.068705 8.380763 -0.473136 0.7211 0.7544 0.3710 2.824408 2.663309
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.170020 -0.964175 1.522203 -0.902884 0.103091 -0.613997 12.266691 -0.192116 0.7179 0.6912 0.4251 2.763787 2.756808
2459846 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.053829 -0.874056 2.399603 -0.947547 1.618448 -0.197922 4.141222 -0.039770 0.8465 0.6930 0.4714 3.086520 3.173703
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.975023 -1.157949 2.067629 -0.712601 0.250600 0.211950 13.991537 -0.543906 0.7436 0.7662 0.3572 7.145209 6.324221
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 1.621403 -0.197070 -0.630744 -0.322080 1.471871 1.706926 11.944439 2.839781 0.0248 0.0247 0.0004 nan nan
2459843 digital_ok 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% -0.251126 -1.289823 3.378764 -0.793178 9.510200 -0.051219 2.842146 -0.294379 0.7438 0.7608 0.3763 3.555006 3.453905
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.983147 -0.679405 2.125623 0.685452 -0.002276 0.487096 1.471696 0.370314 0.7365 0.6558 0.2692 1.946640 1.885550
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 4.011404 -0.620182 0.255598 -1.030054 41.673645 2.530882 1.854411 2.719422 0.0246 0.0245 0.0005 nan nan
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.863699 -0.286343 -1.317203 -1.444304 1.616618 1.413163 -0.124628 2.059455 0.0236 0.0236 0.0006 nan nan
2459839 digital_ok 0.00% - - - - - -1.125189 -0.375068 -0.197769 -0.108181 0.645467 0.295903 -0.261586 2.086783 nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.381134 -0.577491 0.282216 -0.549091 -0.521897 -0.218540 10.709946 0.297344 0.7289 0.6776 0.4180 4.772462 4.713662
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0380 0.0375 0.0023 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - -1.266579 -1.300783 -0.455075 -0.010309 6.222181 6.311743 35.845686 22.802739 0.0370 0.0371 0.0023 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 1.343575 2.136819 -0.704933 -0.160039 13.550888 16.573601 55.601854 48.673665 0.0320 0.0367 0.0030 nan nan
2459832 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.085672 -0.480268 -0.002702 0.022453 0.719597 0.074985 -0.200220 1.724959 0.0278 0.0310 0.0010 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.436193 0.146932 0.297627 -0.895334 -0.031853 -0.552044 13.693569 0.627987 0.7970 0.5063 0.5940 6.142561 6.668801
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.630690 -0.514255 0.378077 -0.369303 -0.439570 -0.031398 31.627271 2.340068 0.7395 0.6381 0.4394 0.900616 0.898108
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.371793 -0.229500 -0.181119 -0.077978 -0.317467 0.094005 14.513027 1.803096 0.7986 0.5261 0.5689 4.711004 4.233313
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.767485 -0.034909 0.231554 -0.549992 2.808195 0.592458 9.903250 -0.569960 0.7513 0.6459 0.4413 8.217051 10.045244
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.403762 -0.103128 -0.459196 -0.837233 -0.355210 1.987433 7.236491 1.100022 0.7945 0.5479 0.5423 10.981437 14.249079
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.887219 0.077471 -0.616337 -0.733705 0.698155 -0.347839 7.837576 0.137726 0.7941 0.5507 0.5463 4.234505 3.813181
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.124021 -0.253156 -0.446498 -0.721351 5.467165 3.413469 11.399778 8.624690 0.6871 0.6782 0.4082 4.446352 6.275191
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.094147 -0.357138 0.173846 -0.827760 0.255894 -0.021975 13.556504 0.381534 0.7533 0.6057 0.5024 6.818279 6.920826
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.879364 0.172485 0.098233 -0.442135 -0.478864 0.333374 4.556629 -0.719967 0.8014 0.5817 0.5446 4.493485 4.386979
2459821 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.302348 0.355354 -0.139940 -0.829650 3.107132 2.602256 3.550737 1.841631 0.7991 0.6089 0.5284 2.152489 1.915417
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.536181 -0.438914 -0.339955 -0.479258 -0.130670 2.300674 10.425166 0.822505 0.7721 0.6831 0.4244 4.736645 5.465844
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.394901 -0.041643 -0.543360 -0.671958 0.192475 0.811400 3.400272 1.020329 0.8208 0.6787 0.4994 2.084224 1.972904
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.110596 0.188747 0.616287 -0.933839 0.607607 -0.146862 13.490380 0.708062 0.8462 0.6021 0.5818 3.724818 3.790440
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.472592 -0.128359 0.307634 -1.010720 0.924300 1.454898 8.258613 1.551020 0.8107 0.6828 0.5091 4.410142 4.682017
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 30: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 20.278175 -2.008446 2.362246 -0.849047 3.360087 -0.665057 0.115214 1.307743 20.278175

Antenna 30: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 16.492000 -0.623715 -0.554065 -0.992209 3.784863 -0.696592 -0.408884 1.233768 16.492000

Antenna 30: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 11.359151 -1.147714 -0.735950 -0.926853 3.042534 -0.547540 1.204395 0.366649 11.359151

Antenna 30: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 5.273880 -0.787983 -0.409140 0.271200 -0.869201 0.192768 -0.151225 0.228865 5.273880

Antenna 30: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 19.576773 -0.981877 -0.013794 -0.978551 3.722678 0.086693 0.208194 0.353900 19.576773

Antenna 30: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 28.005025 -0.035101 -0.936188 5.777773 -0.337981 1.558652 1.352245 28.005025 1.775092

Antenna 30: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 14.477611 -0.765213 -1.235999 -0.055159 -0.930336 0.664830 -0.550949 14.477611 -0.124776

Antenna 30: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 26.819840 -0.742884 -1.252705 -0.287057 -0.897628 4.509754 -0.585243 26.819840 0.603120

Antenna 30: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 12.464391 0.775701 -1.381342 -0.730442 -0.758362 0.057395 -0.698710 12.464391 0.386240

Antenna 30: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 23.287042 -1.417095 0.784523 -0.936020 -0.342252 -0.697535 2.221220 0.732172 23.287042

Antenna 30: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 11.933848 -1.202690 0.132723 -0.858481 0.987720 -1.256008 2.257653 -0.023279 11.933848

Antenna 30: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 30.249161 2.567230 -1.114690 1.340106 -0.860594 0.088729 0.131632 30.249161 0.732076

Antenna 30: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Power 5.005668 -0.521325 -1.370417 5.005668 -0.957314 -0.257075 -0.823459 3.257247 -0.733759

Antenna 30: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Variability 26.474534 0.053476 -1.131520 1.108063 -1.274548 26.474534 -1.200500 23.227067 1.468838

Antenna 30: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 10.998923 1.904421 -1.078022 0.679145 -1.182588 0.238550 -0.876967 10.998923 0.735630

Antenna 30: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 16.642497 -1.013629 2.348249 -0.837050 0.907619 -0.959317 1.020974 0.863428 16.642497

Antenna 30: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 9.748402 1.004908 -0.574047 0.274650 -1.092353 -0.215993 -0.789811 9.748402 0.381663

Antenna 30: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 25.067023 -1.617171 -1.103454 0.870598 1.880738 -0.281899 -0.130672 2.108951 25.067023

Antenna 30: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 10.707526 -1.214924 -1.325397 0.760065 0.690009 -0.635726 -0.148139 10.707526 0.699938

Antenna 30: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 4.295324 -1.536321 -1.497361 1.380565 0.883851 -0.189457 -0.069729 4.295324 0.073318

Antenna 30: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 14.301028 -1.137825 -0.440334 0.874187 0.780401 0.411667 -0.026758 0.944300 14.301028

Antenna 30: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 9.026249 -1.034206 -1.233487 0.921410 0.456368 -0.696904 -0.862580 9.026249 -0.475083

Antenna 30: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 8.872938 -0.909323 -1.054666 0.655436 0.856677 -0.177283 0.318604 8.872938 -0.002508

Antenna 30: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 15.955391 -1.051241 -0.686766 0.825849 0.764606 1.037251 -0.485394 0.306754 15.955391

Antenna 30: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 10.007759 -0.825694 -0.137781 -0.137521 0.017448 0.509951 0.419390 1.935413 10.007759

Antenna 30: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 3.011847 -1.430670 -1.722743 0.615474 0.460274 -0.544766 0.420839 3.011847 -0.453489

Antenna 30: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Power inf 75.091620 75.534623 inf inf 4363.366637 4363.457479 4163.721597 4164.625561

Antenna 30: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 6.428296 -1.842815 0.205114 -0.145891 0.117423 0.326326 -0.366893 0.395992 6.428296

Antenna 30: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 13.701699 -1.323361 -0.284029 -0.050614 0.174829 -0.729193 -0.236176 0.078479 13.701699

Antenna 30: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Power 0.508355 -0.354273 -0.865691 0.508355 -0.338423 -0.416452 -1.196075 0.329028 -0.529674

Antenna 30: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 7.818962 0.297935 -0.879476 -0.129911 -0.138644 0.217384 -0.678426 7.818962 -0.033164

Antenna 30: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 21.172282 -0.048214 -1.380375 -0.093056 -0.091468 -0.114980 -0.335554 21.172282 0.247266

Antenna 30: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 8.204039 -1.230180 -1.525932 -0.221486 0.065710 -0.371565 0.232060 8.204039 0.089091

Antenna 30: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 8.380763 -1.219033 0.539499 -1.173416 1.162600 -1.068705 -0.602165 -0.473136 8.380763

Antenna 30: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 12.266691 -0.964175 2.170020 -0.902884 1.522203 -0.613997 0.103091 -0.192116 12.266691

Antenna 30: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 4.141222 -1.053829 -0.874056 2.399603 -0.947547 1.618448 -0.197922 4.141222 -0.039770

Antenna 30: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 13.991537 -1.157949 0.975023 -0.712601 2.067629 0.211950 0.250600 -0.543906 13.991537

Antenna 30: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 11.944439 1.621403 -0.197070 -0.630744 -0.322080 1.471871 1.706926 11.944439 2.839781

Antenna 30: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Variability 9.510200 -1.289823 -0.251126 -0.793178 3.378764 -0.051219 9.510200 -0.294379 2.842146

Antenna 30: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Power 2.125623 -0.983147 -0.679405 2.125623 0.685452 -0.002276 0.487096 1.471696 0.370314

Antenna 30: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Variability 41.673645 4.011404 -0.620182 0.255598 -1.030054 41.673645 2.530882 1.854411 2.719422

Antenna 30: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Temporal Discontinuties 2.059455 -0.863699 -0.286343 -1.317203 -1.444304 1.616618 1.413163 -0.124628 2.059455

Antenna 30: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Temporal Discontinuties 2.086783 -0.375068 -1.125189 -0.108181 -0.197769 0.295903 0.645467 2.086783 -0.261586

Antenna 30: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 10.709946 -0.577491 -1.381134 -0.549091 0.282216 -0.218540 -0.521897 0.297344 10.709946

Antenna 30: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 35.845686 -1.300783 -1.266579 -0.010309 -0.455075 6.311743 6.222181 22.802739 35.845686

Antenna 30: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 55.601854 2.136819 1.343575 -0.160039 -0.704933 16.573601 13.550888 48.673665 55.601854

Antenna 30: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Temporal Discontinuties 1.724959 -1.085672 -0.480268 -0.002702 0.022453 0.719597 0.074985 -0.200220 1.724959

Antenna 30: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 13.693569 -1.436193 0.146932 0.297627 -0.895334 -0.031853 -0.552044 13.693569 0.627987

Antenna 30: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 31.627271 -0.514255 -1.630690 -0.369303 0.378077 -0.031398 -0.439570 2.340068 31.627271

Antenna 30: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 14.513027 -0.229500 -1.371793 -0.077978 -0.181119 0.094005 -0.317467 1.803096 14.513027

Antenna 30: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 9.903250 -0.767485 -0.034909 0.231554 -0.549992 2.808195 0.592458 9.903250 -0.569960

Antenna 30: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 7.236491 -0.103128 -0.403762 -0.837233 -0.459196 1.987433 -0.355210 1.100022 7.236491

Antenna 30: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 7.837576 0.077471 -0.887219 -0.733705 -0.616337 -0.347839 0.698155 0.137726 7.837576

Antenna 30: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 11.399778 -0.124021 -0.253156 -0.446498 -0.721351 5.467165 3.413469 11.399778 8.624690

Antenna 30: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 13.556504 -0.357138 -0.094147 -0.827760 0.173846 -0.021975 0.255894 0.381534 13.556504

Antenna 30: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 4.556629 -0.879364 0.172485 0.098233 -0.442135 -0.478864 0.333374 4.556629 -0.719967

Antenna 30: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 3.550737 0.355354 -0.302348 -0.829650 -0.139940 2.602256 3.107132 1.841631 3.550737

Antenna 30: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 10.425166 -0.536181 -0.438914 -0.339955 -0.479258 -0.130670 2.300674 10.425166 0.822505

Antenna 30: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 3.400272 -0.394901 -0.041643 -0.543360 -0.671958 0.192475 0.811400 3.400272 1.020329

Antenna 30: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 13.490380 0.188747 -1.110596 -0.933839 0.616287 -0.146862 0.607607 0.708062 13.490380

Antenna 30: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 8.258613 -0.128359 -0.472592 -1.010720 0.307634 1.454898 0.924300 1.551020 8.258613

Antenna 30: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 30: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: